{"id":"W4413675210","doi":"10.1002/adma.202512332","title":"Pd Single‐Atoms Doped Cu <sub>3</sub> P Quantum Dots with Moderately Optimized H* Sorption Behaviors for Actualizing the Multifunctional “Formaldehyde‐Nitrate” Galvanic System","year":2025,"lang":"en","type":"article","venue":"Advanced Materials","topic":"Ammonia Synthesis and Nitrogen Reduction","field":"Chemical Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Light Source (Canada); University of Alberta","funders":"Basic and Applied Basic Research Foundation of Guangdong Province; National Natural Science Foundation of China","keywords":"Materials science; Galvanic cell; Bifunctional; Anode; Sorption; Formaldehyde; Faraday efficiency; Nitrate; Bimetallic strip; Graphene; Electrode; Catalysis; Nanotechnology; Physical chemistry; Metallurgy; Chemistry; Adsorption; Organic chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001045853,0.0002825403,0.000119753,0.00008806645,0.0000904047,0.0002174673,0.0002374815,0.0002977159,0.0005034954],"category_scores_gemma":[0.0001222459,0.0001126293,0.0001048991,0.00008113807,0.0001743805,0.0002070207,0.0001485417,0.0002096235,0.0001671568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002705842,"about_ca_system_score_gemma":0.00007313695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004586394,"about_ca_topic_score_gemma":0.0009653782,"domain_scores_codex":[0.9999198,0.00001011665,0.000005021037,0.0000282675,0.00002190539,0.0000148722],"domain_scores_gemma":[0.9999585,0.000007562012,0.000009494608,0.000005084899,0.0000128001,0.000006507767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002146389,0.000006782346,0.00004765175,0.00001610988,0.000002281633,0.00001124633,0.000007377405,0.0000679616,0.9989101,0.00009323366,0.00006481911,0.0007511391],"study_design_scores_gemma":[0.00000363829,0.00003688667,0.0002789997,0.000001099673,0.000002913937,0.00001381745,0.000005443862,0.001470336,0.997584,0.00001236269,0.0005880389,0.000002362568],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895201,0.0002955305,0.008180236,0.0000839359,0.00003845139,0.00002180156,0.0001444802,0.0001471621,0.001568377],"genre_scores_gemma":[0.9941716,0.0001182555,0.004792377,0.00002429215,0.000003614644,0.00001667665,0.00005747132,0.00001388034,0.0008018464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005034954,"threshold_uncertainty_score":0.001963258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01456077097843536,"score_gpt":0.2365253914313768,"score_spread":0.2219646204529415,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}